Runpod Articles | Guides, tutorials, and AI infrastructure insights

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Emmett Fear

July 25, 2025

Edge AI Deployment: Running GPU-Accelerated Models at the Network Edge

Deploy low-latency, privacy-first AI models at the edge using Runpod—prototype and optimize GPU-accelerated inference on RTX and Jetson-class hardware, then scale with Dockerized workflows, secure containers, and serverless endpoints.

Guides

Emmett Fear

July 25, 2025

The Complete Guide to Multi-GPU Training: Scaling AI Models Beyond Single-Card Limitations

Train trillion-scale models efficiently with multi-GPU infrastructure on Runpod—use A100/H100 clusters, advanced parallelism strategies (data, model, pipeline), and pay-per-second pricing to accelerate training from months to days.

Guides

Emmett Fear

July 25, 2025

Creating High-Quality Videos with CogVideoX on RunPod's GPU Cloud

Generate high-quality 10-second AI videos with CogVideoX on Runpod—leverage L40S GPUs, Dockerized PyTorch workflows, and scalable serverless infrastructure to produce compelling motion-accurate content for marketing, animation, and prototyping.

Guides

Emmett Fear

July 25, 2025

Synthesizing Natural Speech with Parler-TTS Using Docker

Create lifelike speech with Parler-TTS on Runpod—generate expressive, multi-speaker audio using RTX 4090 GPUs, Dockerized TTS environments, and real-time API endpoints for accessibility, education, and virtual assistants.

Guides

Emmett Fear

July 25, 2025

Fine-Tuning DeepSeek-Coder V2 for Specialized Coding AI on RunPod

Fine-tune DeepSeek-Coder V2 on Runpod’s A100 GPUs to accelerate code generation and debugging—customize multilingual coding models using Dockerized environments, scalable training, and secure serverless deployment.

Guides

Emmett Fear

July 25, 2025

Deploying Yi-1.5 for Vision-Language AI Tasks on RunPod with Docker

Deploy 01.AI’s Yi-1.5 on Runpod to power vision-language AI—run image-text fusion tasks like captioning and VQA using A100 GPUs, Dockerized PyTorch environments, and scalable serverless endpoints with per-second billing.

Guides

Emmett Fear

July 25, 2025

Generating 3D Models with TripoSR on RunPod's Scalable GPU Platform

Generate high-fidelity 3D models in seconds with TripoSR on Runpod—leverage L40S GPUs, Dockerized PyTorch workflows, and scalable infrastructure for fast, texture-accurate mesh creation in design, AR, and gaming pipelines.

Guides

Emmett Fear

July 25, 2025

Creating Voice AI with Tortoise TTS on RunPod Using Docker Environments

Create human-like speech with Tortoise TTS on Runpod—synthesize emotional, high-fidelity audio using RTX 4090 GPUs, Dockerized environments, and scalable endpoints for real-time voice cloning and accessibility applications.

Guides

Emmett Fear

July 25, 2025

Fine-Tuning Mistral Nemo for Multilingual AI Applications on RunPod

Fine-tune Mistral Nemo for multilingual AI on Runpod’s A100 GPUs—customize cross-language translation and sentiment models using Dockerized TensorFlow workflows, serverless deployment, and scalable distributed training.

Guides

Emmett Fear

July 25, 2025

Deploying Grok-2 for Advanced Conversational AI on RunPod with Docker

Deploy xAI’s Grok-2 on Runpod for real-time conversational AI—run witty, multi-turn dialogue at scale using H100 GPUs, Dockerized inference, and serverless endpoints with sub-second latency and per-second billing.

Guides

Emmett Fear

July 25, 2025

Building Real‑Time Recommendation Systems with GPU‑Accelerated Vector Search on Runpod

Build real-time recommendation systems with GPU-accelerated FAISS and RAPIDS cuVS on Runpod—achieve 6–15× faster retrieval using A100/H100 GPUs, serverless APIs, and scalable vector search pipelines with per-second billing.

Guides

Emmett Fear

July 25, 2025

Efficient Fine‑Tuning on a Budget: Adapters, Prefix Tuning and IA³ on Runpod

Reduce GPU costs by 70% using parameter-efficient fine-tuning on Runpod—train adapters, LoRA, prefix vectors, and (IA)³ modules on large models like Llama or Falcon with minimal memory and lightning-fast deployment via serverless endpoints.

Guides

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